Deep Reinforcement Learning for Adaptive Traffic Signal Control. - Kai Liang Tan; Subhadipto Poddar; Anuj Sharma; Soumik Sarkar (CoRR, 2019)

Spatiotemporally Constrained Action Space Attacks on Deep Reinforcement Learning Agents. - Xian Yeow Lee; Sambit Ghadai; Kai Liang Tan; Chinmay Hegde; Soumik Sarkar (AAAI, 2020)

Robustifying Reinforcement Learning Agents via Action Space Adversarial Training. - Kai Liang Tan; Yasaman Esfandiari; Xian Yeow Lee; Aakanksha; Soumik Sarkar (ACC, 2020)

Query-based targeted action-space adversarial policies on deep reinforcement learning agents. - Xian Yeow Lee; Yasaman Esfandiari; Kai Liang Tan; Soumik Sarkar (ICCPS, 2021)

MDPGT: Momentum-Based Decentralized Policy Gradient Tracking. - Zhanhong Jiang; Xian Yeow Lee; Sin Yong Tan; Kai Liang Tan; Aditya Balu; Young M. Lee; Chinmay Hegde; Soumik Sarkar (AAAI, 2022)

A Survey on Driver Behavior Analysis From In-Vehicle Cameras. - Jiyang Wang; Weiheng Chai; Archana Venkatachalapathy; Kai Liang Tan; Arya Haghighat; Senem Velipasalar; Yaw Adu-Gyamfi; Anuj Sharma (IEEE Trans. Intell. Transp. Syst., 2022)

AgGym: An agricultural biotic stress simulation environment for ultra-precision management planning. - Mahsa Khosravi; Matthew Carroll; Kai Liang Tan; Liza Van der Laan; Joscif Raigne; Daren S. Mueller; Arti Singh; Aditya Balu; Baskar Ganapathysubramanian; Asheesh Kumar Singh; Soumik Sarkar (CoRR, 2024)